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kcap vs Braintrust: Team Memory for Coding Agents or Evals for AI Applications?

kcap keeps coding agents' sessions as searchable team memory priced per seat. Braintrust scores and tests AI applications, and its Claude Code plugin traces sessions as spans, on plans priced by data and scores.

Reading time
3 min read
Sources
9 cited

GILD verdict

Pick kcap to keep coding agents' sessions as searchable team memory priced per seat, and Braintrust to score and test an AI application you build.

For a team of 10 on monthly billing, GILD's calculation puts kcap Team at US$225 a month from the pricing page against US$0 on Braintrust Starter within its included data and scores, before token rates.

Disclosure: Kurrent is a GILD event partner. GILD writes its reviews on its own. kcap records every coding agent's sessions as shared team memory, priced per seat. Braintrust measures AI application quality with offline experiments and online scoring, and its trace-claude-code plugin records Claude Code sessions as spans, on plans priced by processed data and scores.

Choosing between kcap and Braintrust

Choose kcap if

  • Your team runs several coding agents and wants every session searchable by teammates and readable by the next agent.
  • You want seat pricing, with a free local edition for one developer.
  • Agents should search past sessions through MCP tools that respect each user's session visibility.

Choose Braintrust if

  • You score and test an AI application your team builds and want regressions caught before they reach production.
  • Claude Code should query logs, compare experiments and work with datasets through the Braintrust MCP.
  • You need on-prem or hosted deployment, which Braintrust offers on Enterprise.

Side by side

DimensionkcapBraintrust
Session captureA hook in each coding agent sends the session to the workspace as it happens: prompts, the agent's replies, every tool call and its result, and the commits it made1For Claude Code with the trace-claude-code plugin, Braintrust records session, turn, model call, tool and subagent spans7
What you payList prices on Nov 4, 2026. Braintrust charges a platform fee plus processed data and scores, and kcap charges per seat.Team at US$30 a month for one seat, or US$100 a month for five seats plus US$25 per additional seat, in the pricing page's structured data. Kurrent's llms.txt prints US$15 per person per month billed annually (US$18 monthly). Local is free for one user, and the pricing page's Local and Team buttons read Request an invite23Starter at US$0 a month with US$10 credits plus token rates, 1 GB of processed data (then US$4/GB), 10k scores (then US$2.50 per 1k) and 14-day retention. Pro at US$249 a month with US$100 credits plus token rates, 5 GB (then US$3/GB), 50k scores (then US$1.50 per 1k) and 30-day retention8
Monthly list price for a team of 10 developers (GILD calculation)GILD calculation from Kurrent's pricing page and llms.txt and Braintrust's pricing page on Nov 4, 2026. Inputs: 10 developers with one kcap seat each, monthly billing for the pricing page's figure and for llms.txt's US$180 figure, annual billing for llms.txt's US$150 figure, and Braintrust usage within each plan's included data and scores. Kurrent's two pages disagree, so the kcap cell gives both.For a team of 10 developers on Team: US$225 a month, US$100 for the first five seats plus 5 times US$25, from the pricing page's structured data. At llms.txt's per-person price, US$150 a month billed annually or US$180 billed monthly23For a team of 10 developers: US$0 a month on Starter while the team's traces stay within 1 GB of processed data and 10k scores, before token rates, or US$249 a month on Pro within 5 GB and 50k scores8
RetentionSessions are retained until deleted: a member can delete their own sessions and an admin can delete any session4Starter has 14-day retention, and Pro has 30-day retention plus US$0.50/GB/mo8
Search and agent accesskcap searches coding-agent sessions, and Braintrust's MCP queries logs and experiments.The kcap-sessions MCP server lists search_sessions, list_repo_sessions, list_turns and get_turn, and reads are filtered by the user's session visibility5With the Braintrust MCP connected, Claude Code can query logs, compare experiments, work with datasets and use other Braintrust tools7
Where it runsA cloud workspace is hosted in the EU on infrastructure Kurrent operates, and the local edition runs on the user's machine4The Enterprise plan offers on-prem or hosted deployment, and the Claude Code page lists US and EU data planes and self-hosted deployments78
EvaluationsEvery evaluation asks the questions in the workspace's catalog, with a judge model set per vendor (defaults include claude-sonnet-4-6 and gpt-5-mini)6Offline experiments and online scoring to measure AI application quality and detect regressions before they reach production9
Choose it ifChoose kcap if your team wants every coding agent's sessions kept as shared memory that teammates search and the next agent reads12Choose Braintrust if you score and test an AI application you build and want regressions caught before release89

9 sources

  1. kcap docs: What kcap isOfficial documentationkurrent.io
  2. kcap pricingOfficial documentationkurrent.io
  3. Kurrent llms.txtOfficial documentationkurrent.io
  4. kcap docs: Data security and privacyOfficial documentationkurrent.io
  5. kcap docs: MCP tools and skillsOfficial documentationkurrent.io
  6. kcap docs: AI providers and modelsOfficial documentationkurrent.io
  7. Braintrust docs: Claude CodeOfficial documentationbraintrust.dev
  8. Braintrust pricingOfficial documentationbraintrust.dev
  9. Braintrust docs: EvaluateOfficial documentationbraintrust.dev